Two distinct group deliberation patterns emerge in response to regulation triggers: the Plan and Implementation Approach (PIA) and the Trials and Failure Approach (TFA)¶
Claim · All claims
Evidence · 1 study · causalr1·q2
Currency · newest study 2024 · not yet checked against its sources · not reviewed by a person
Subclaims¶
Reading the evidence codes
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q2 i? Cluster analysis of 42 deliberation sequences identified two types: Type 1 (PIA, 15 sequences) with balanced cognitive, metacognitive and task-execution interactions, and Type 2 (TFA, 27 sequences) with higher metacognitive engagement. → Belle Dang 2024
Evidence¶
Belle Dang 2024¶
Belle Dang, Andy Nguyen and Sanna Järvelä. (2024). Deliberative Interactions for Socially Shared Regulation in Collaborative Learning: An AI-Driven Learning Analytics Study. Journal of Learning Analytics, 11(3). https://doi.org/10.18608/jla.2024.8393
q2 · i? · causal · r1
Agglomerative hierarchical clustering of 42 three-minute deliberation sequences (from 1,894 coded utterances) revealed two cluster types. Type 1 (PIA) contained 15 sequences and Type 2 (TFA) 27 sequences, with "Type 1 consists of 15 sequences and Type 2 consists of 27 sequences."
"The optimal clustering results generated from Layer 2 reveal two types of deliberative characteristics. Figure 3(a) illustrates the AHC results of a hierarchical tree cluster of deliberation sequences. Type 1 consists of 15 sequences and Type 2 consists of 27 sequences."
Discussion¶
Related Claims¶
- PIA and TFA types differ structurally in deliberative networks, with PIA centred on establishing strategy, educating, agreeing and monitoring — related
- Most groups maintain stable deliberation patterns across triggering events and fail to adapt to emerging regulatory needs — related
- Metacognitive activity alone does not equate to effective regulation; unaccompanied metacognitive processes may be counterproductive — related
- PIA groups follow a strategic generate-options-to-implement cycle with fewer random idea attempts, while TFA groups loop through repeated metacognitive interactions and unproductive idea testing — possibly the same claim (merge candidate)
- PIA and TFA clusters differ significantly in both deliberative and regulatory interaction proportions — a narrower finding that bears on this claim
- K-means clustering of factor scores identifies 10 distinct types of teacher feedback content, mostly scaffolding-oriented — related
- Exploratory K-means clustering identifies four heterogeneous student AI-user profiles differing in experience, competence, usefulness, trust, and control, but the solution's optimality and stability are not established — related
- Regulation in collaborative learning is layered: the portfolio of regulation layers needs itself to be regulated — related
- Optimal clustering of five-channel CPS sequences detected three types of collaborative patterns among graduate student groups — related
- Three learning profiles emerge among university students: organized-deep, unorganized-deep, and dissonant — related
- Patterns of SRL and SSRL behaviors among medical trainees predict electrodermal activity at distinct stages of high-fidelity simulation training — related
- SRL writing-stage clusters differed in production and revision but not in pausing — related
- Classroom events occur at different time scales requiring different modes of cognition — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
pia-tfa-deliberation-patterns-ssrl |
title |
Two distinct group deliberation patterns emerge in response to regulation triggers: the Plan and Implementation Approach (PIA) and the Trials and Failure Approach (TFA) |
description |
Two distinct group deliberation patterns emerge in response to regulation triggers: the Plan and Implementation Approach (PIA) and the Trials and Failure Approach (TFA) |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2024 |
generated |
by process:wiki-ingest on 2026-10-08 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — belle-dang-2024 |
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